In the 5G era, ultra-dense networks (UDNs) face significant challenges in cost and energy efficiency optimization. This study proposes a network planning and design approachthat combines unmanned aerial vehicles (UAVs) and simultaneously transmitting and reflecting reconfigurable intelligent surfaces (STAR-RISs). An ultra-dense network model is constructed, incorporating macro base station, user terminals, and UAV-carried STAR-RIS modules. The soft actor-critic (SAC) algorithm is employed to optimize network parameters with the goal of maximizing system efficiency while meeting communication rate requirement. Rate and power models are developed and an objective function of energy and cost efficiency is formulated. The SAC algorithm is adopted to solve the optimization problem and determine the optimal network configuration under constraints of power, rate, and cost. Simulation results indicate that the proposed approach effectively enhances network energy and cost efficiency, thereby reducing energy consumption and deployment cost of the system.
| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |